Prepare your data with PreproX: Smart Data Preparation

🌐 Welcome to PreproX!

In an effort to optimize my time during busy university days, I developed this web app as a time-saving solution for my machine learning projects. It streamlines the data preprocessing phase by providing an intuitive and user-friendly interface, allowing users to select the necessary transformations effortlessly. The final output is a clean, well-structured dataset, ready for machine learning models.

Our website, developed using Render, is accessible at https://preprox.onrender.com/. Upon visiting, you’ll be greeted with the following interface. The interface is designed for a smooth and intuitive user experience:

PreproX Interface

πŸ“‚ Upload Your CSV File Users can upload a CSV file to process and transform their dataset. Simply drag and drop your file to get started! CSV File upload

πŸ“Š Data Visualization

Once uploaded, you can visualize your data with interactive graphs and tables to better understand your dataset before making modification Data visualisation

βœ… Download Your Processed Dataset

After applying all necessary preprocessing steps, users can download the updated dataset in the ‘Get my new dataset’ section.

Download

🚧 This project is still in development! 🚧

As the developer, I have big plans for PreproX! Future improvements include: πŸ”Ή Rebuilding the frontend with React for better performance and interactivity. πŸ”Ή Adding more advanced data cleaning and transformation techniques to enhance preprocessing capabilities.

Project link: https://github.com/OweenCesar?tab=repositories

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